Streamlit is an open-source Python library that makes it super easy to create and share web apps for data science and machine learning projects. It’s designed to help you build interactive and visually appealing apps without needing to be a web developer—just write Python, and Streamlit takes care of the UI.
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project2023-10-01
The article details the author's journey in building a Retrieval-Augmented Generation (RAG) system using a local language model for internal company use. It outlines the challenges faced, including selecting the right technology stack, managing chaotic document sources, and optimizing the indexing process. The author shares insights on overcoming memory issues, utilizing a dedicated vector database, and ensuring a smooth user experience through a well-designed API and frontend. Ultimately, the project culminated in a functional system that meets the company's needs for fast, relevant information retrieval.
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